Model architecture | 3D-CNN | 2D-CNN | Simple 2D-CNN* | Weakly supervised CNN + iterative cluster unification* | VGG19 + InceptionV3 + ResNet50* | Dilated CNN* | Meta-feature parallel CNN* |
---|---|---|---|---|---|---|---|
Proposed by | This study | This study | Jia et al. [14] | Iakovidis et al. [49] | Caroppo et al. [12] | Goel et al. [50] | Hybrid CNN [48] |
Sensitivity (%) | 97 | 92 | 92 | 91 | 93 | 93 | 97 |
PPV (%) | 98 | 89 | 87 | 89 | 96 | 93 | 97 |
F1 score | 98 | 92 | 89 | 90 | 95 | 93 | 97 |
Accuracy (%) | 98 | 93 | 90 | 91 | 95 | 93 | 97 |